GiA Roots: software for the high throughput analysis of plant root system architecture

被引:259
作者
Galkovskyi, Taras [2 ]
Mileyko, Yuriy [2 ]
Bucksch, Alexander [1 ,3 ]
Moore, Brad [4 ]
Symonova, Olga [5 ]
Price, Charles A. [6 ]
Topp, Christopher N. [4 ,7 ]
Iyer-Pascuzzi, Anjali S. [4 ,7 ]
Zurek, Paul R. [4 ,7 ]
Fang, Suqin [4 ,7 ,8 ]
Harer, John [2 ,7 ]
Benfey, Philip N. [4 ,7 ]
Weitz, Joshua S. [1 ,9 ]
机构
[1] Georgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
[2] Duke Univ, Dept Math, Durham, NC 27706 USA
[3] Georgia Inst Technol, Sch Interact Comp, Atlanta, GA 30332 USA
[4] Duke Univ, Dept Biol, Durham, NC USA
[5] Inst Sci & Technol, Vienna, Austria
[6] Univ Western Australia, Dept Plant Biol, Perth, WA 6009, Australia
[7] Duke Univ, Duke Ctr Syst Biol, Durham, NC USA
[8] S China Agr Univ, Root Biol Ctr, Guangzhou, Guangdong, Peoples R China
[9] Georgia Inst Technol, Sch Phys, Atlanta, GA 30332 USA
来源
BMC PLANT BIOLOGY | 2012年 / 12卷
基金
美国国家科学基金会;
关键词
RAY COMPUTED-TOMOGRAPHY; IMAGE SEGMENTATION; QUANTIFICATION; RHIZOSPHERE; PHENOMICS; PLATFORM;
D O I
10.1186/1471-2229-12-116
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Background: Characterizing root system architecture (RSA) is essential to understanding the development and function of vascular plants. Identifying RSA-associated genes also represents an underexplored opportunity for crop improvement. Software tools are needed to accelerate the pace at which quantitative traits of RSA are estimated from images of root networks. Results: We have developed GiA Roots (General Image Analysis of Roots), a semi-automated software tool designed specifically for the high-throughput analysis of root system images. GiA Roots includes user-assisted algorithms to distinguish root from background and a fully automated pipeline that extracts dozens of root system phenotypes. Quantitative information on each phenotype, along with intermediate steps for full reproducibility, is returned to the end-user for downstream analysis. GiA Roots has a GUI front end and a command-line interface for interweaving the software into large-scale workflows. GiA Roots can also be extended to estimate novel phenotypes specified by the end-user. Conclusions: We demonstrate the use of GiA Roots on a set of 2393 images of rice roots representing 12 genotypes from the species Oryza sativa. We validate trait measurements against prior analyses of this image set that demonstrated that RSA traits are likely heritable and associated with genotypic differences. Moreover, we demonstrate that GiA Roots is extensible and an end-user can add functionality so that GiA Roots can estimate novel RSA traits. In summary, we show that the software can function as an efficient tool as part of a workflow to move from large numbers of root images to downstream analysis.
引用
收藏
页数:12
相关论文
共 40 条
[1]  
[Anonymous], 1983, Image Analysis and Mathematical Morphology
[2]   EZ-Rhizo: integrated software for the fast and accurate measurement of root system architecture [J].
Armengaud, Patrick ;
Zambaux, Kevin ;
Hills, Adrian ;
Sulpice, Ronan ;
Pattison, Richard J. ;
Blatt, Michael R. ;
Amtmann, Anna .
PLANT JOURNAL, 2009, 57 (05) :945-956
[3]   The role of root exudates and allelochemicals in the rhizosphere [J].
Bertin, C ;
Yang, XH ;
Weston, LA .
PLANT AND SOIL, 2003, 256 (01) :67-83
[4]   LAMINA:: a tool for rapid quantification of leaf size and shape parameters [J].
Bylesjoe, Max ;
Segura, Vincent ;
Soolanayakanahally, Raju Y. ;
Rae, Anne M. ;
Trygg, Johan ;
Gustafsson, Petter ;
Jansson, Stefan ;
Street, Nathaniel R. .
BMC PLANT BIOLOGY, 2008, 8 (1)
[5]   Plant competition underground [J].
Casper, BB ;
Jackson, RB .
ANNUAL REVIEW OF ECOLOGY AND SYSTEMATICS, 1997, 28 :545-570
[6]   Three-Dimensional Root Phenotyping with a Novel Imaging and Software Platform [J].
Clark, Randy T. ;
MacCurdy, Robert B. ;
Jung, Janelle K. ;
Shaff, Jon E. ;
McCouch, Susan R. ;
Aneshansley, Daniel J. ;
Kochian, Leon V. .
PLANT PHYSIOLOGY, 2011, 156 (02) :455-465
[7]   Root system architecture:: opportunities and constraints for genetic improvement of crops [J].
de Dorlodot, Sophie ;
Forster, Brian ;
Pages, Loic ;
Price, Adam ;
Tuberosa, Roberto ;
Draye, Xavier .
TRENDS IN PLANT SCIENCE, 2007, 12 (10) :474-481
[8]   THE SCALING OF ROOT ANCHORAGE [J].
ENNOS, AR .
JOURNAL OF THEORETICAL BIOLOGY, 1993, 161 (01) :61-75
[9]   3D reconstruction and dynamic modeling of root architecture in situ and its application to crop phosphorus research [J].
Fang, Suqin ;
Yan, Xiaolong ;
Liao, Hong .
PLANT JOURNAL, 2009, 60 (06) :1096-1108
[10]   IMAGING With 'Phenomics,' Plant Scientists Hope to Shift Breeding Into Overdrive [J].
Finkel, Elizabeth .
SCIENCE, 2009, 325 (5939) :380-381